PD_TPC1_Music

Dataset statistics

Number of variables	15
Number of observations	11813
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	26
Duplicate rows (%)	0.2%
Total size in memory	1.4 MiB
Average record size in memory	120.0 B

Variable types

NUM	13
BOOL	1
CAT	1

Warnings

Dataset has 26 (0.2%) duplicate rows	Duplicates
`Class` has 386 (3.3%) zeros	Zeros

Reproduction

Analysis started	2022-03-20 19:46:55.224716
Analysis finished	2022-03-20 19:47:14.634228
Duration	19.41 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

Popularity
Real number (ℝ_≥0)

Distinct	97
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	43.10065182
Minimum	1
Maximum	98
Zeros	0
Zeros (%)	0.0%
Memory size	92.3 KiB

Quantile statistics

Minimum	1
5-th percentile	16
Q1	32
median	42
Q3	54
95-th percentile	72
Maximum	98
Range	97
Interquartile range (IQR)	22

Descriptive statistics

Standard deviation	16.56849968
Coefficient of variation (CV)	0.3844141324
Kurtosis	-0.1209540338
Mean	43.10065182
Median Absolute Deviation (MAD)	11
Skewness	0.08463601659
Sum	509148
Variance	274.5151816
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
42	324	2.7%
41	317	2.7%
43	309	2.6%
34	309	2.6%
40	303	2.6%
37	301	2.5%
44	295	2.5%
46	290	2.5%
36	279	2.4%
38	278	2.4%
Other values (87)	8808	74.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	39	0.3%
2	25	0.2%
3	31	0.3%
4	28	0.2%
5	33	0.3%

Value	Count	Frequency (%)
98	1	< 0.1%
97	1	< 0.1%
95	5	< 0.1%
94	2	< 0.1%
93	2	< 0.1%

danceability
Real number (ℝ_≥0)

Distinct	873
Distinct (%)	7.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.5249440024
Minimum	0.0644
Maximum	0.989
Zeros	0
Zeros (%)	0.0%
Memory size	92.3 KiB

Quantile statistics

Minimum	0.0644
5-th percentile	0.245
Q1	0.413
median	0.527
Q3	0.638
95-th percentile	0.8004
Maximum	0.989
Range	0.9246
Interquartile range (IQR)	0.225

Descriptive statistics

Standard deviation	0.1660125113
Coefficient of variation (CV)	0.3162480389
Kurtosis	-0.3135549116
Mean	0.5249440024
Median Absolute Deviation (MAD)	0.112
Skewness	-0.03762915605
Sum	6201.1635
Variance	0.0275601539
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.527	48	0.4%
0.533	43	0.4%
0.545	41	0.3%
0.489	41	0.3%
0.601	40	0.3%
0.529	39	0.3%
0.556	38	0.3%
0.508	38	0.3%
0.467	37	0.3%
0.469	37	0.3%
Other values (863)	11411	96.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.0644	1	< 0.1%
0.0646	1	< 0.1%
0.065	1	< 0.1%
0.0697	1	< 0.1%
0.0726	1	< 0.1%

Value	Count	Frequency (%)
0.989	1	< 0.1%
0.982	2	< 0.1%
0.98	3	< 0.1%
0.979	1	< 0.1%
0.973	1	< 0.1%

energy
Real number (ℝ_≥0)

Distinct	1147
Distinct (%)	9.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.6703048701
Minimum	2.03e-05
Maximum	1
Zeros	0
Zeros (%)	0.0%
Memory size	92.3 KiB

Quantile statistics

Minimum	2.03e-05
5-th percentile	0.186
Q1	0.513
median	0.716
Q3	0.875
95-th percentile	0.971
Maximum	1
Range	0.9999797
Interquartile range (IQR)	0.362

Descriptive statistics

Standard deviation	0.2423240011
Coefficient of variation (CV)	0.3615131143
Kurtosis	-0.3029331728
Mean	0.6703048701
Median Absolute Deviation (MAD)	0.176
Skewness	-0.7191973851
Sum	7918.31143
Variance	0.05872092152
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.931	43	0.4%
0.948	41	0.3%
0.932	40	0.3%
0.913	39	0.3%
0.971	39	0.3%
0.964	38	0.3%
0.872	38	0.3%
0.963	36	0.3%
0.914	36	0.3%
0.974	35	0.3%
Other values (1137)	11428	96.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2.03e-05	1	< 0.1%
0.00124	1	< 0.1%
0.0017	1	< 0.1%
0.00301	1	< 0.1%
0.00395	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.999	3	< 0.1%
0.998	4	< 0.1%
0.997	8	0.1%
0.996	10	0.1%

key
Real number (ℝ_≥0)

Distinct	11
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5.97257259
Minimum	1
Maximum	11
Zeros	0
Zeros (%)	0.0%
Memory size	92.3 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	3
median	6
Q3	9
95-th percentile	11
Maximum	11
Range	10
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	3.167348359
Coefficient of variation (CV)	0.5303155903
Kurtosis	-1.199195582
Mean	5.97257259
Median Absolute Deviation (MAD)	3
Skewness	-0.06481665455
Sum	70554
Variance	10.03209562
Monotocity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
7	1626	13.8%
2	1526	12.9%
9	1495	12.7%
4	1155	9.8%
1	1153	9.8%
11	1063	9.0%
5	1031	8.7%
6	874	7.4%
8	818	6.9%
10	720	6.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1153	9.8%
2	1526	12.9%
3	352	3.0%
4	1155	9.8%
5	1031	8.7%

Value	Count	Frequency (%)
11	1063	9.0%
10	720	6.1%
9	1495	12.7%
8	818	6.9%
7	1626	13.8%

loudness
Real number (ℝ)

Distinct	7121
Distinct (%)	60.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-8.215806654
Minimum	-36.214
Maximum	1.355
Zeros	0
Zeros (%)	0.0%
Memory size	92.3 KiB

Quantile statistics

Minimum	-36.214
5-th percentile	-16.4424
Q1	-9.994
median	-7.314
Q3	-5.341
95-th percentile	-3.3652
Maximum	1.355
Range	37.569
Interquartile range (IQR)	4.653

Descriptive statistics

Standard deviation	4.239681578
Coefficient of variation (CV)	-0.5160395999
Kurtosis	4.265262994
Mean	-8.215806654
Median Absolute Deviation (MAD)	2.211
Skewness	-1.660344543
Sum	-97053.324
Variance	17.97489988
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-4.261	10	0.1%
-5.497	10	0.1%
-6.237	9	0.1%
-5.576	9	0.1%
-5.659	9	0.1%
-3.435	8	0.1%
-5.059	8	0.1%
-4.671	7	0.1%
-7.294	7	0.1%
-8.276	7	0.1%
Other values (7111)	11729	99.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-36.214	1	< 0.1%
-35.154	1	< 0.1%
-34.825	1	< 0.1%
-34.378	1	< 0.1%
-33.838	1	< 0.1%

Value	Count	Frequency (%)
1.355	1	< 0.1%
1.342	2	< 0.1%
0.878	1	< 0.1%
0.732	1	< 0.1%
0.119	1	< 0.1%

mode
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	92.3 KiB

1	7371
0	4442

Common Values
Chart

Value	Count	Frequency (%)
1	7371	62.4%
0	4442	37.6%

speechiness
Real number (ℝ_≥0)

Distinct	1092
Distinct (%)	9.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.07110714467
Minimum	0.0225
Maximum	0.935
Zeros	0
Zeros (%)	0.0%
Memory size	92.3 KiB

Quantile statistics

Minimum	0.0225
5-th percentile	0.02776
Q1	0.0346
median	0.0463
Q3	0.0765
95-th percentile	0.2094
Maximum	0.935
Range	0.9125
Interquartile range (IQR)	0.0419

Descriptive statistics

Standard deviation	0.06778302817
Coefficient of variation (CV)	0.9532520042
Kurtosis	18.23077527
Mean	0.07110714467
Median Absolute Deviation (MAD)	0.0147
Skewness	3.50512466
Sum	839.9887
Variance	0.004594538908
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0317	51	0.4%
0.0339	51	0.4%
0.0392	51	0.4%
0.0346	50	0.4%
0.0315	49	0.4%
0.0362	48	0.4%
0.0335	47	0.4%
0.0355	44	0.4%
0.0316	44	0.4%
0.0295	43	0.4%
Other values (1082)	11335	96.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.0225	2	< 0.1%
0.0227	2	< 0.1%
0.023	2	< 0.1%
0.0231	1	< 0.1%
0.0232	3	< 0.1%

Value	Count	Frequency (%)
0.935	1	< 0.1%
0.891	1	< 0.1%
0.886	1	< 0.1%
0.862	1	< 0.1%
0.678	1	< 0.1%

acousticness
Real number (ℝ_≥0)

Distinct	3578
Distinct (%)	30.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.2399683165
Minimum	0
Maximum	0.996
Zeros	3
Zeros (%)	< 0.1%
Memory size	92.3 KiB

Quantile statistics

Minimum	0
5-th percentile	2.72e-05
Q1	0.00189
median	0.0561
Q3	0.421
95-th percentile	0.9364
Maximum	0.996
Range	0.996
Interquartile range (IQR)	0.41911

Descriptive statistics

Standard deviation	0.3191422267
Coefficient of variation (CV)	1.329934848
Kurtosis	-0.120106577
Mean	0.2399683165
Median Absolute Deviation (MAD)	0.0560448
Skewness	1.157504081
Sum	2834.745723
Variance	0.1018517608
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.136	21	0.2%
0.989	19	0.2%
0.994	19	0.2%
0.102	19	0.2%
0.135	19	0.2%
0.992	18	0.2%
0.128	18	0.2%
0.0113	17	0.1%
0.993	17	0.1%
0.0133	17	0.1%
Other values (3568)	11629	98.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3	< 0.1%
1.02e-06	1	< 0.1%
1.06e-06	2	< 0.1%
1.11e-06	1	< 0.1%
1.16e-06	1	< 0.1%

Value	Count	Frequency (%)
0.996	6	0.1%
0.995	8	0.1%
0.994	19	0.2%
0.993	17	0.1%
0.992	18	0.2%

instrumentalness
Real number (ℝ_≥0)

Distinct	4032
Distinct (%)	34.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.1789914134
Minimum	1e-06
Maximum	0.996
Zeros	0
Zeros (%)	0.0%
Memory size	92.3 KiB

Quantile statistics

Minimum	1e-06
5-th percentile	2.776e-06
Q1	9.61e-05
median	0.00429
Q3	0.209
95-th percentile	0.8864
Maximum	0.996
Range	0.995999
Interquartile range (IQR)	0.2089039

Descriptive statistics

Standard deviation	0.303809362
Coefficient of variation (CV)	1.697340427
Kurtosis	0.6793150111
Mean	0.1789914134
Median Absolute Deviation (MAD)	0.0042876
Skewness	1.515475396
Sum	2114.425566
Variance	0.09230012843
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.000109	19	0.2%
0.929	18	0.2%
0.112	16	0.1%
0.125	16	0.1%
0.892	16	0.1%
0.00124	16	0.1%
0.827	15	0.1%
0.897	15	0.1%
0.0102	14	0.1%
0.85	14	0.1%
Other values (4022)	11654	98.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1e-06	2	< 0.1%
1.01e-06	6	0.1%
1.02e-06	6	0.1%
1.03e-06	8	0.1%
1.04e-06	4	< 0.1%

Value	Count	Frequency (%)
0.996	1	< 0.1%
0.987	1	< 0.1%
0.985	1	< 0.1%
0.983	1	< 0.1%
0.977	2	< 0.1%

liveness
Real number (ℝ_≥0)

Distinct	1342
Distinct (%)	11.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.1950959367
Minimum	0.0119
Maximum	0.992
Zeros	0
Zeros (%)	0.0%
Memory size	92.3 KiB

Quantile statistics

Minimum	0.0119
5-th percentile	0.06116
Q1	0.0969
median	0.127
Q3	0.256
95-th percentile	0.518
Maximum	0.992
Range	0.9801
Interquartile range (IQR)	0.1591

Descriptive statistics

Standard deviation	0.1597430621
Coefficient of variation (CV)	0.8187923581
Kurtosis	5.714627489
Mean	0.1950959367
Median Absolute Deviation (MAD)	0.046
Skewness	2.196945289
Sum	2304.6683
Variance	0.02551784587
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.11	162	1.4%
0.109	135	1.1%
0.104	129	1.1%
0.111	129	1.1%
0.108	129	1.1%
0.112	124	1.0%
0.107	122	1.0%
0.103	116	1.0%
0.101	110	0.9%
0.105	101	0.9%
Other values (1332)	10556	89.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.0119	1	< 0.1%
0.0136	3	< 0.1%
0.0144	1	< 0.1%
0.0157	1	< 0.1%
0.0169	1	< 0.1%

Value	Count	Frequency (%)
0.992	1	< 0.1%
0.989	1	< 0.1%
0.987	1	< 0.1%
0.986	3	< 0.1%
0.985	2	< 0.1%

valence
Real number (ℝ_≥0)

Distinct	1263
Distinct (%)	10.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.4701150258
Minimum	0.0183
Maximum	0.98
Zeros	0
Zeros (%)	0.0%
Memory size	92.3 KiB

Quantile statistics

Minimum	0.0183
5-th percentile	0.09192
Q1	0.271
median	0.462
Q3	0.66
95-th percentile	0.891
Maximum	0.98
Range	0.9617
Interquartile range (IQR)	0.389

Descriptive statistics

Standard deviation	0.244634556
Coefficient of variation (CV)	0.5203717017
Kurtosis	-0.9317933183
Mean	0.4701150258
Median Absolute Deviation (MAD)	0.194
Skewness	0.1455450935
Sum	5553.4688
Variance	0.05984606598
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.512	34	0.3%
0.399	33	0.3%
0.389	33	0.3%
0.486	30	0.3%
0.352	29	0.2%
0.547	28	0.2%
0.322	27	0.2%
0.254	27	0.2%
0.566	26	0.2%
0.397	26	0.2%
Other values (1253)	11520	97.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.0183	1	< 0.1%
0.0215	1	< 0.1%
0.0262	1	< 0.1%
0.0264	1	< 0.1%
0.0284	2	< 0.1%

Value	Count	Frequency (%)
0.98	1	< 0.1%
0.979	1	< 0.1%
0.978	1	< 0.1%
0.977	5	< 0.1%
0.976	2	< 0.1%

tempo
Real number (ℝ_≥0)

Distinct	9283
Distinct (%)	78.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	122.9286412
Minimum	30.557
Maximum	217.416
Zeros	0
Zeros (%)	0.0%
Memory size	92.3 KiB

Quantile statistics

Minimum	30.557
5-th percentile	79.9952
Q1	100.001
median	120.046
Q3	141.877
95-th percentile	175.883
Maximum	217.416
Range	186.859
Interquartile range (IQR)	41.876

Descriptive statistics

Standard deviation	29.43088326
Coefficient of variation (CV)	0.2394143705
Kurtosis	-0.4094982723
Mean	122.9286412
Median Absolute Deviation (MAD)	20.143
Skewness	0.4002905127
Sum	1452156.039
Variance	866.1768894
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
120.024	8	0.1%
120	8	0.1%
120.006	7	0.1%
99.983	7	0.1%
128.04	6	0.1%
111.676	6	0.1%
132.526	6	0.1%
119.989	6	0.1%
126.014	6	0.1%
119.995	6	0.1%
Other values (9273)	11747	99.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
30.557	1	< 0.1%
34.132	1	< 0.1%
42.956	1	< 0.1%
48.718	1	< 0.1%
49.32	1	< 0.1%

Value	Count	Frequency (%)
217.416	2	< 0.1%
216.091	1	< 0.1%
216.053	2	< 0.1%
216.02	1	< 0.1%
214.396	1	< 0.1%

duration_in min/ms
Real number (ℝ_≥0)

Distinct	9545
Distinct (%)	80.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	212944.5899
Minimum	0.50165
Maximum	1477187
Zeros	0
Zeros (%)	0.0%
Memory size	92.3 KiB

Quantile statistics

Minimum	0.50165
5-th percentile	3.52478
Q1	175533
median	217883
Q3	263587
95-th percentile	378264.4
Maximum	1477187
Range	1477186.498
Interquartile range (IQR)	88054

Descriptive statistics

Standard deviation	115856.1114
Coefficient of variation (CV)	0.5440669397
Kurtosis	9.564381542
Mean	212944.5899
Median Absolute Deviation (MAD)	43736
Skewness	1.027183217
Sum	2515514441
Variance	1.342263854e+10
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
235000	12	0.1%
230000	8	0.1%
252200	6	0.1%
219000	6	0.1%
240000	6	0.1%
220000	6	0.1%
208000	6	0.1%
192000	6	0.1%
204000	6	0.1%
253000	6	0.1%
Other values (9535)	11745	99.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.50165	1	< 0.1%
0.96915	1	< 0.1%
0.987116667	1	< 0.1%
0.991983333	1	< 0.1%
1.027483333	1	< 0.1%

Value	Count	Frequency (%)
1477187	1	< 0.1%
1412451	1	< 0.1%
1385907	2	< 0.1%
1284507	1	< 0.1%
1244613	1	< 0.1%

time_signature
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	92.3 KiB

4	10717
3	879
5	128
1	89

Frequencies
Length

Value	Count	Frequency (%)
4	10717	90.7%
3	879	7.4%
5	128	1.1%
1	89	0.8%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Class
Real number (ℝ_≥0)

ZEROS

Distinct	11
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	6.622619148
Minimum	0
Maximum	10
Zeros	386
Zeros (%)	3.3%
Memory size	92.3 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	5
median	8
Q3	10
95-th percentile	10
Maximum	10
Range	10
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	3.246655996
Coefficient of variation (CV)	0.490237461
Kurtosis	-0.9024442196
Mean	6.622619148
Median Absolute Deviation (MAD)	2
Skewness	-0.6441247977
Sum	78233
Variance	10.54077516
Monotocity	Increasing

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
10	3374	28.6%
6	2039	17.3%
8	1523	12.9%
9	1099	9.3%
1	1037	8.8%
2	956	8.1%
5	517	4.4%
7	464	3.9%
0	386	3.3%
3	270	2.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	386	3.3%
1	1037	8.8%
2	956	8.1%
3	270	2.3%
4	148	1.3%

Value	Count	Frequency (%)
10	3374	28.6%
9	1099	9.3%
8	1523	12.9%
7	464	3.9%
6	2039	17.3%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

First rows

	Popularity	danceability	energy	key	loudness	mode	speechiness	acousticness	instrumentalness	liveness	valence	tempo	duration_in min/ms	time_signature
0	40	0.565	0.292	8	-13.124	1	0.0255	0.8890	0.001260	0.1120	0.2170	78.535	3.503633	1
1	1	0.558	0.439	1	-9.676	1	0.0274	0.2480	0.001650	0.1020	0.0381	103.958	4.947117	1
2	21	0.472	0.534	2	-10.742	0	0.0342	0.7600	0.086100	0.0893	0.3830	184.014	4.972833	1
3	35	0.594	0.619	1	-11.123	0	0.0478	0.5970	0.000144	0.0694	0.3850	89.691	5.835783	1
4	21	0.732	0.550	2	-8.711	0	0.0397	0.8090	0.091000	0.0914	0.2350	132.974	6.133783	1
5	25	0.535	0.498	7	-8.768	1	0.0346	0.0184	0.007230	0.1910	0.3340	150.031	8.517250	1
6	46	0.673	0.357	7	-7.087	1	0.0288	0.4340	0.000014	0.3130	0.5470	107.984	2.722367	3
7	37	0.687	0.297	8	-10.029	1	0.0256	0.5270	0.203000	0.1370	0.6000	77.096	3.033533	3
8	30	0.258	0.321	10	-11.629	0	0.0307	0.6120	0.213000	0.4530	0.0641	70.015	3.155100	3
9	52	0.587	0.299	2	-6.649	1	0.0327	0.8530	0.000002	0.1490	0.1840	96.657	3.167783	3

Last rows

	Popularity	danceability	energy	key	loudness	mode	speechiness	acousticness	instrumentalness	liveness	valence	tempo	duration_in min/ms	time_signature	Class
11803	53	0.191	0.829	9	-3.381	0	0.0447	0.000027	0.000021	0.3620	0.1910	116.007	276667.0	5	10
11804	33	0.509	0.961	9	-4.845	1	0.0713	0.089700	0.769000	0.2530	0.7530	110.100	276826.0	5	10
11805	27	0.531	0.686	4	-6.321	0	0.1090	0.066900	0.134000	0.0999	0.5090	109.096	337007.0	5	10
11806	26	0.660	0.726	7	-7.201	1	0.0508	0.007660	0.868000	0.2700	0.2750	123.468	340933.0	5	10
11807	34	0.249	0.986	4	-7.656	1	0.1150	0.061300	0.473000	0.0365	0.0792	108.575	342800.0	5	10
11808	42	0.370	0.476	3	-12.730	0	0.0535	0.101000	0.002520	0.0779	0.2940	119.337	344400.0	5	10
11809	30	0.388	0.968	8	-4.736	1	0.0686	0.000993	0.001450	0.9130	0.4120	128.907	387874.0	5	10
11810	29	0.393	0.623	9	-13.091	1	0.0476	0.128000	0.001060	0.0919	0.2860	165.069	408000.0	5	10
11811	21	0.305	0.501	2	-10.179	0	0.0337	0.098400	0.419000	0.1380	0.3490	90.574	422213.0	5	10
11812	23	0.521	0.193	9	-17.467	0	0.0664	0.948000	0.033700	0.1520	0.2360	138.780	485227.0	5	10

Most frequent

	Popularity	danceability	energy	key	loudness	mode	speechiness	acousticness	instrumentalness	liveness	valence	tempo	duration_in min/ms	time_signature	Class	count
0	1	0.562	0.961	4	-7.338	1	0.0617	0.004860	0.796000	0.1490	0.960	125.036	450547.0	4	1	2
1	21	0.403	0.579	5	-8.123	0	0.0388	0.128000	0.021900	0.0960	0.236	100.019	209400.0	4	9	2
2	36	0.475	0.157	10	-19.063	1	0.0567	0.976000	0.034800	0.0776	0.519	169.224	183066.0	4	2	2
3	40	0.149	0.908	9	-7.941	0	0.0862	0.000017	0.887000	0.0713	0.147	143.237	471280.0	3	8	2
4	43	0.310	0.610	4	-9.415	0	0.0723	0.147000	0.000476	0.1790	0.144	88.132	1385907.0	4	10	2
5	44	0.429	0.873	5	-6.121	1	0.0539	0.003620	0.299000	0.1110	0.439	79.529	305345.0	4	10	2
6	45	0.222	0.597	5	-10.924	1	0.0560	0.265000	0.155000	0.4110	0.251	80.654	1121253.0	3	10	2
7	46	0.383	0.511	2	-7.143	0	0.0369	0.168000	0.006100	0.2560	0.294	121.049	469445.0	4	2	2
8	47	0.551	0.918	1	-5.205	1	0.0642	0.015000	0.000622	0.0930	0.600	170.399	231720.0	4	8	2
9	48	0.823	0.569	7	-9.301	0	0.0498	0.057100	0.002420	0.0938	0.831	111.974	258316.0	4	1	2

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows

Duplicate rows

Most frequent